Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 23983 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.7 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Boolean | 1 |
| Categorical | 6 |
| DateTime | 1 |
age is highly overall correlated with job_stability_missing | High correlation |
cocunut is highly overall correlated with current_balance_eur | High correlation |
current_balance_eur is highly overall correlated with cocunut and 1 other fields | High correlation |
cust_income is highly overall correlated with cust_income_log | High correlation |
cust_income_log is highly overall correlated with cust_income | High correlation |
employment is highly overall correlated with job_stability_missing | High correlation |
job_stability_missing is highly overall correlated with age and 2 other fields | High correlation |
job_stability_years is highly overall correlated with job_stability_missing | High correlation |
mortgage_yn is highly overall correlated with current_balance_eur | High correlation |
mortgage_yn is highly imbalanced (90.1%) | Imbalance |
address_stability_missing is highly imbalanced (92.8%) | Imbalance |
cust_income is highly skewed (γ1 = 21.6784989) | Skewed |
cocunut has unique values | Unique |
years_with_bank has 525 (2.2%) zeros | Zeros |
current_balance_eur has 2911 (12.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-05-17 15:10:38.835277 |
|---|---|
| Analysis finished | 2025-05-17 15:11:08.118253 |
| Duration | 29.28 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
cocunut
Real number (ℝ)
High correlation Unique
| Distinct | 23983 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39969.698 |
| Minimum | 1 |
|---|---|
| Maximum | 79998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3943.1 |
| Q1 | 20076 |
| median | 40066 |
| Q3 | 59778 |
| 95-th percentile | 75857.9 |
| Maximum | 79998 |
| Range | 79997 |
| Interquartile range (IQR) | 39702 |
Descriptive statistics
| Standard deviation | 22996.273 |
|---|---|
| Coefficient of variation (CV) | 0.57534268 |
| Kurtosis | -1.1887028 |
| Mean | 39969.698 |
| Median Absolute Deviation (MAD) | 19845 |
| Skewness | -0.0037161146 |
| Sum | 9.5859326 × 108 |
| Variance | 5.2882857 × 108 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 53107 | 1 | < 0.1% |
| 53133 | 1 | < 0.1% |
| 53132 | 1 | < 0.1% |
| 53131 | 1 | < 0.1% |
| 53126 | 1 | < 0.1% |
| 53120 | 1 | < 0.1% |
| 53113 | 1 | < 0.1% |
| 53111 | 1 | < 0.1% |
| 53110 | 1 | < 0.1% |
| Other values (23973) | 23973 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 9 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 21 | 1 | |
| 24 | 1 | |
| 29 | 1 | |
| 33 | 1 |
| Value | Count | Frequency (%) |
| 79998 | 1 | |
| 79985 | 1 | |
| 79983 | 1 | |
| 79982 | 1 | |
| 79979 | 1 | |
| 79976 | 1 | |
| 79974 | 1 | |
| 79970 | 1 | |
| 79965 | 1 | |
| 79961 | 1 |
mortgage_yn
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.5 KiB |
| False | |
|---|---|
| True | 306 |
| Value | Count | Frequency (%) |
| False | 23677 | |
| True | 306 | 1.3% |
age
Real number (ℝ)
High correlation
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.004378 |
| Minimum | 20 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 39 |
| median | 49 |
| Q3 | 60 |
| 95-th percentile | 69 |
| Maximum | 92 |
| Range | 72 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 12.976205 |
|---|---|
| Coefficient of variation (CV) | 0.26479685 |
| Kurtosis | -0.91302991 |
| Mean | 49.004378 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.0066111492 |
| Sum | 1175272 |
| Variance | 168.38189 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 63 | 685 | 2.9% |
| 44 | 632 | 2.6% |
| 64 | 629 | 2.6% |
| 40 | 615 | 2.6% |
| 56 | 613 | 2.6% |
| 62 | 611 | 2.5% |
| 41 | 611 | 2.5% |
| 38 | 602 | 2.5% |
| 45 | 592 | 2.5% |
| 65 | 592 | 2.5% |
| Other values (63) | 17801 |
| Value | Count | Frequency (%) |
| 20 | 5 | < 0.1% |
| 21 | 17 | 0.1% |
| 22 | 74 | 0.3% |
| 23 | 110 | 0.5% |
| 24 | 157 | |
| 25 | 199 | |
| 26 | 219 | |
| 27 | 272 | |
| 28 | 276 | |
| 29 | 315 |
| Value | Count | Frequency (%) |
| 92 | 2 | < 0.1% |
| 91 | 1 | < 0.1% |
| 90 | 1 | < 0.1% |
| 89 | 3 | < 0.1% |
| 88 | 1 | < 0.1% |
| 87 | 3 | < 0.1% |
| 86 | 5 | |
| 85 | 6 | |
| 84 | 6 | |
| 83 | 12 |
years_with_bank
Real number (ℝ)
Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3708043 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 525 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 9 |
| Q3 | 11 |
| 95-th percentile | 13 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.3205683 |
|---|---|
| Coefficient of variation (CV) | 0.58617325 |
| Kurtosis | -1.295605 |
| Mean | 7.3708043 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.15057594 |
| Sum | 176774 |
| Variance | 18.66731 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 11 | 3677 | |
| 12 | 2604 | |
| 2 | 2379 | |
| 10 | 2117 | |
| 1 | 2019 | |
| 4 | 1946 | |
| 3 | 1686 | |
| 9 | 1514 | 6.3% |
| 13 | 1228 | 5.1% |
| 5 | 1022 | 4.3% |
| Other values (8) | 3791 |
| Value | Count | Frequency (%) |
| 0 | 525 | 2.2% |
| 1 | 2019 | |
| 2 | 2379 | |
| 3 | 1686 | |
| 4 | 1946 | |
| 5 | 1022 | |
| 6 | 792 | 3.3% |
| 7 | 669 | 2.8% |
| 8 | 907 | 3.8% |
| 9 | 1514 |
| Value | Count | Frequency (%) |
| 40 | 1 | < 0.1% |
| 16 | 5 | < 0.1% |
| 15 | 291 | 1.2% |
| 14 | 601 | 2.5% |
| 13 | 1228 | 5.1% |
| 12 | 2604 | |
| 11 | 3677 | |
| 10 | 2117 | |
| 9 | 1514 | |
| 8 | 907 | 3.8% |
marital_status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.5 KiB |
| M | |
|---|---|
| S | |
| D | 1364 |
| W | 1331 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | M |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| M | 17061 | |
| S | 4227 | 17.6% |
| D | 1364 | 5.7% |
| W | 1331 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 17061 | |
| s | 4227 | 17.6% |
| d | 1364 | 5.7% |
| w | 1331 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 17061 | |
| S | 4227 | 17.6% |
| D | 1364 | 5.7% |
| W | 1331 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 17061 | |
| S | 4227 | 17.6% |
| D | 1364 | 5.7% |
| W | 1331 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 17061 | |
| S | 4227 | 17.6% |
| D | 1364 | 5.7% |
| W | 1331 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 17061 | |
| S | 4227 | 17.6% |
| D | 1364 | 5.7% |
| W | 1331 | 5.5% |
education
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.5 KiB |
| HGH | |
|---|---|
| BCR | |
| OTH | 1174 |
| MAS | 193 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | HGH |
|---|---|
| 2nd row | HGH |
| 3rd row | BCR |
| 4th row | BCR |
| 5th row | MAS |
Common Values
| Value | Count | Frequency (%) |
| HGH | 15987 | |
| BCR | 6629 | |
| OTH | 1174 | 4.9% |
| MAS | 193 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| hgh | 15987 | |
| bcr | 6629 | |
| oth | 1174 | 4.9% |
| mas | 193 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| H | 33148 | |
| G | 15987 | |
| B | 6629 | 9.2% |
| C | 6629 | 9.2% |
| R | 6629 | 9.2% |
| O | 1174 | 1.6% |
| T | 1174 | 1.6% |
| M | 193 | 0.3% |
| A | 193 | 0.3% |
| S | 193 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 71949 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| H | 33148 | |
| G | 15987 | |
| B | 6629 | 9.2% |
| C | 6629 | 9.2% |
| R | 6629 | 9.2% |
| O | 1174 | 1.6% |
| T | 1174 | 1.6% |
| M | 193 | 0.3% |
| A | 193 | 0.3% |
| S | 193 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 71949 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| H | 33148 | |
| G | 15987 | |
| B | 6629 | 9.2% |
| C | 6629 | 9.2% |
| R | 6629 | 9.2% |
| O | 1174 | 1.6% |
| T | 1174 | 1.6% |
| M | 193 | 0.3% |
| A | 193 | 0.3% |
| S | 193 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 71949 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| H | 33148 | |
| G | 15987 | |
| B | 6629 | 9.2% |
| C | 6629 | 9.2% |
| R | 6629 | 9.2% |
| O | 1174 | 1.6% |
| T | 1174 | 1.6% |
| M | 193 | 0.3% |
| A | 193 | 0.3% |
| S | 193 | 0.3% |
employment
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.5 KiB |
| PVE | |
|---|---|
| STE | |
| RET | |
| MISC | 431 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0179711 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PVE |
|---|---|
| 2nd row | MISC |
| 3rd row | STE |
| 4th row | MISC |
| 5th row | PVE |
Common Values
| Value | Count | Frequency (%) |
| PVE | 10743 | |
| STE | 6709 | |
| RET | 6100 | |
| MISC | 431 | 1.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pve | 10743 | |
| ste | 6709 | |
| ret | 6100 | |
| misc | 431 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 23552 | |
| T | 12809 | |
| P | 10743 | |
| V | 10743 | |
| S | 7140 | 9.9% |
| R | 6100 | 8.4% |
| M | 431 | 0.6% |
| I | 431 | 0.6% |
| C | 431 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 23552 | |
| T | 12809 | |
| P | 10743 | |
| V | 10743 | |
| S | 7140 | 9.9% |
| R | 6100 | 8.4% |
| M | 431 | 0.6% |
| I | 431 | 0.6% |
| C | 431 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 23552 | |
| T | 12809 | |
| P | 10743 | |
| V | 10743 | |
| S | 7140 | 9.9% |
| R | 6100 | 8.4% |
| M | 431 | 0.6% |
| I | 431 | 0.6% |
| C | 431 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 23552 | |
| T | 12809 | |
| P | 10743 | |
| V | 10743 | |
| S | 7140 | 9.9% |
| R | 6100 | 8.4% |
| M | 431 | 0.6% |
| I | 431 | 0.6% |
| C | 431 | 0.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | F |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| F | 12105 | |
| M | 11878 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 12105 | |
| m | 11878 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 12105 | |
| M | 11878 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 12105 | |
| M | 11878 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 12105 | |
| M | 11878 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 12105 | |
| M | 11878 |
cust_income
Real number (ℝ)
High correlation Skewed
| Distinct | 18823 |
|---|---|
| Distinct (%) | 78.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 381.51248 |
| Minimum | 0 |
|---|---|
| Maximum | 25741.92 |
| Zeros | 85 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 166.56292 |
| Q1 | 212.30454 |
| median | 287.35569 |
| Q3 | 406.10027 |
| 95-th percentile | 854.80374 |
| Maximum | 25741.92 |
| Range | 25741.92 |
| Interquartile range (IQR) | 193.79573 |
Descriptive statistics
| Standard deviation | 486.25544 |
|---|---|
| Coefficient of variation (CV) | 1.2745466 |
| Kurtosis | 847.53263 |
| Mean | 381.51248 |
| Median Absolute Deviation (MAD) | 87.355692 |
| Skewness | 21.678499 |
| Sum | 9149813.9 |
| Variance | 236444.35 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 230.7692308 | 217 | 0.9% |
| 307.6923077 | 191 | 0.8% |
| 269.2307692 | 186 | 0.8% |
| 192.3076923 | 178 | 0.7% |
| 346.1538462 | 121 | 0.5% |
| 246.1538462 | 105 | 0.4% |
| 384.6153846 | 105 | 0.4% |
| 292.3076923 | 93 | 0.4% |
| 0 | 85 | 0.4% |
| 215.3846154 | 84 | 0.4% |
| Other values (18813) | 22618 |
| Value | Count | Frequency (%) |
| 0 | 85 | |
| 0.384615385 | 1 | < 0.1% |
| 0.769230769 | 13 | 0.1% |
| 7.692307692 | 2 | < 0.1% |
| 73.08769231 | 1 | < 0.1% |
| 81.36392308 | 1 | < 0.1% |
| 86.78230769 | 1 | < 0.1% |
| 93.63184615 | 1 | < 0.1% |
| 93.69484615 | 1 | < 0.1% |
| 95.46153846 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25741.92 | 1 | |
| 24954.29169 | 1 | |
| 20165.67908 | 1 | |
| 17135.16154 | 1 | |
| 13234.37692 | 1 | |
| 12859.33077 | 1 | |
| 11531.73077 | 1 | |
| 10492.51708 | 1 | |
| 10006.94569 | 1 | |
| 8289.723077 | 1 |
| Distinct | 4142 |
|---|---|
| Distinct (%) | 17.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.5 KiB |
| Minimum | 1976-07-17 00:00:00 |
|---|---|
| Maximum | 2016-10-05 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
current_balance_eur
Real number (ℝ)
High correlation Zeros
| Distinct | 18415 |
|---|---|
| Distinct (%) | 76.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1960.8545 |
| Minimum | 0 |
|---|---|
| Maximum | 187940.65 |
| Zeros | 2911 |
| Zeros (%) | 12.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 107.67758 |
| median | 428.067 |
| Q3 | 2307.6923 |
| 95-th percentile | 6662.9845 |
| Maximum | 187940.65 |
| Range | 187940.65 |
| Interquartile range (IQR) | 2200.0147 |
Descriptive statistics
| Standard deviation | 5023.2347 |
|---|---|
| Coefficient of variation (CV) | 2.561758 |
| Kurtosis | 255.34186 |
| Mean | 1960.8545 |
| Median Absolute Deviation (MAD) | 428.067 |
| Skewness | 12.439976 |
| Sum | 47027173 |
| Variance | 25232886 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2911 | 12.1% |
| 2269.547846 | 148 | 0.6% |
| 2228.960462 | 133 | 0.6% |
| 2250.234 | 132 | 0.6% |
| 2288.700154 | 126 | 0.5% |
| 2189.095846 | 120 | 0.5% |
| 2307.692308 | 115 | 0.5% |
| 2268.491692 | 114 | 0.5% |
| 76.92307692 | 90 | 0.4% |
| 4500.468231 | 65 | 0.3% |
| Other values (18405) | 20029 |
| Value | Count | Frequency (%) |
| 0 | 2911 | |
| 0.005615385 | 1 | < 0.1% |
| 0.012615385 | 1 | < 0.1% |
| 0.020538462 | 1 | < 0.1% |
| 0.048846154 | 1 | < 0.1% |
| 0.049692308 | 1 | < 0.1% |
| 0.054538462 | 1 | < 0.1% |
| 0.055923077 | 1 | < 0.1% |
| 0.075076923 | 1 | < 0.1% |
| 0.115384615 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 187940.6455 | 1 | |
| 159387.9233 | 1 | |
| 135693.1177 | 1 | |
| 133846.7488 | 1 | |
| 113174.6798 | 1 | |
| 103858.4408 | 1 | |
| 101504.2655 | 1 | |
| 93940.94392 | 1 | |
| 93496.81223 | 1 | |
| 92153.92008 | 1 |
job_stability_years
Real number (ℝ)
High correlation
| Distinct | 5644 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.458007 |
| Minimum | 0.0082191781 |
|---|---|
| Maximum | 46.736986 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.5 KiB |
Quantile statistics
| Minimum | 0.0082191781 |
|---|---|
| 5-th percentile | 1.4328767 |
| Q1 | 5.0164384 |
| median | 8.7315068 |
| Q3 | 12.843836 |
| 95-th percentile | 29.363836 |
| Maximum | 46.736986 |
| Range | 46.728767 |
| Interquartile range (IQR) | 7.8273973 |
Descriptive statistics
| Standard deviation | 7.9758191 |
|---|---|
| Coefficient of variation (CV) | 0.76265191 |
| Kurtosis | 1.9868705 |
| Mean | 10.458007 |
| Median Absolute Deviation (MAD) | 3.8684932 |
| Skewness | 1.4594811 |
| Sum | 250814.39 |
| Variance | 63.613691 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.731506849 | 5774 | 24.1% |
| 6.764383562 | 143 | 0.6% |
| 1.761643836 | 99 | 0.4% |
| 1.095890411 | 88 | 0.4% |
| 2.01369863 | 75 | 0.3% |
| 3.761643836 | 73 | 0.3% |
| 2.095890411 | 70 | 0.3% |
| 2.515068493 | 70 | 0.3% |
| 2.928767123 | 69 | 0.3% |
| 1.515068493 | 68 | 0.3% |
| Other values (5634) | 17454 |
| Value | Count | Frequency (%) |
| 0.008219178082 | 1 | < 0.1% |
| 0.01095890411 | 3 | |
| 0.0301369863 | 2 | |
| 0.04109589041 | 1 | < 0.1% |
| 0.07123287671 | 1 | < 0.1% |
| 0.07397260274 | 1 | < 0.1% |
| 0.08767123288 | 2 | |
| 0.09315068493 | 4 | |
| 0.1232876712 | 1 | < 0.1% |
| 0.1287671233 | 2 |
| Value | Count | Frequency (%) |
| 46.7369863 | 1 | |
| 45.62465753 | 1 | |
| 44.62739726 | 1 | |
| 44.25205479 | 1 | |
| 42.95616438 | 1 | |
| 42.65205479 | 1 | |
| 42.62739726 | 1 | |
| 42.24657534 | 1 | |
| 42.04109589 | 1 | |
| 42.01643836 | 1 |
address_stability_years
Real number (ℝ)
| Distinct | 8368 |
|---|---|
| Distinct (%) | 34.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.788653 |
| Minimum | 0.10958904 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.5 KiB |
Quantile statistics
| Minimum | 0.10958904 |
|---|---|
| 5-th percentile | 3.4328767 |
| Q1 | 11.039726 |
| median | 23.224658 |
| Q3 | 36.164384 |
| 95-th percentile | 55.950137 |
| Maximum | 60 |
| Range | 59.890411 |
| Interquartile range (IQR) | 25.124658 |
Descriptive statistics
| Standard deviation | 15.859222 |
|---|---|
| Coefficient of variation (CV) | 0.63977746 |
| Kurtosis | -0.69618393 |
| Mean | 24.788653 |
| Median Absolute Deviation (MAD) | 12.457534 |
| Skewness | 0.47533722 |
| Sum | 594506.27 |
| Variance | 251.51491 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 730 | 3.0% |
| 16.77260274 | 370 | 1.5% |
| 26.77808219 | 252 | 1.1% |
| 6.764383562 | 247 | 1.0% |
| 36.78630137 | 239 | 1.0% |
| 23.22465753 | 209 | 0.9% |
| 3.761643836 | 199 | 0.8% |
| 8.767123288 | 177 | 0.7% |
| 11.76712329 | 175 | 0.7% |
| 21.77534247 | 166 | 0.7% |
| Other values (8358) | 21219 |
| Value | Count | Frequency (%) |
| 0.1095890411 | 1 | |
| 0.2712328767 | 1 | |
| 0.3506849315 | 2 | |
| 0.4547945205 | 2 | |
| 0.4602739726 | 1 | |
| 0.4712328767 | 1 | |
| 0.498630137 | 1 | |
| 0.5780821918 | 1 | |
| 0.597260274 | 2 | |
| 0.6246575342 | 1 |
| Value | Count | Frequency (%) |
| 60 | 730 | |
| 59.9890411 | 1 | < 0.1% |
| 59.98356164 | 1 | < 0.1% |
| 59.96712329 | 1 | < 0.1% |
| 59.96164384 | 1 | < 0.1% |
| 59.95890411 | 1 | < 0.1% |
| 59.92876712 | 1 | < 0.1% |
| 59.92054795 | 2 | < 0.1% |
| 59.91780822 | 1 | < 0.1% |
| 59.91506849 | 1 | < 0.1% |
job_stability_missing
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18212 | |
| 1 | 5771 | 24.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18212 | |
| 1 | 5771 | 24.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18212 | |
| 1 | 5771 | 24.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 18212 | |
| 1 | 5771 | 24.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 18212 | |
| 1 | 5771 | 24.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 18212 | |
| 1 | 5771 | 24.1% |
address_stability_missing
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.5 KiB |
| 0 | |
|---|---|
| 1 | 208 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23775 | |
| 1 | 208 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 23775 | |
| 1 | 208 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23775 | |
| 1 | 208 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23775 | |
| 1 | 208 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23775 | |
| 1 | 208 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23983 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23775 | |
| 1 | 208 | 0.9% |
cust_income_log
Real number (ℝ)
High correlation
| Distinct | 18823 |
|---|---|
| Distinct (%) | 78.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7334292 |
| Minimum | 0 |
|---|---|
| Maximum | 10.155915 |
| Zeros | 85 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.1213589 |
| Q1 | 5.3627209 |
| median | 5.6641948 |
| Q3 | 6.0090595 |
| 95-th percentile | 6.7520411 |
| Maximum | 10.155915 |
| Range | 10.155915 |
| Interquartile range (IQR) | 0.64633861 |
Descriptive statistics
| Standard deviation | 0.6431644 |
|---|---|
| Coefficient of variation (CV) | 0.11217796 |
| Kurtosis | 25.070101 |
| Mean | 5.7334292 |
| Median Absolute Deviation (MAD) | 0.31859716 |
| Skewness | -1.9857184 |
| Sum | 137504.83 |
| Variance | 0.41366045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.445742182 | 217 | 0.9% |
| 5.732345013 | 191 | 0.8% |
| 5.599276295 | 186 | 0.8% |
| 5.26428318 | 178 | 0.7% |
| 5.849768042 | 121 | 0.5% |
| 5.510011002 | 105 | 0.4% |
| 5.95484046 | 105 | 0.4% |
| 5.681222202 | 93 | 0.4% |
| 0 | 85 | 0.4% |
| 5.377057451 | 84 | 0.4% |
| Other values (18813) | 22618 |
| Value | Count | Frequency (%) |
| 0 | 85 | |
| 0.3254224007 | 1 | < 0.1% |
| 0.5705448583 | 13 | 0.1% |
| 2.162438461 | 2 | < 0.1% |
| 4.305249423 | 1 | < 0.1% |
| 4.411147514 | 1 | < 0.1% |
| 4.474859973 | 1 | < 0.1% |
| 4.549994059 | 1 | < 0.1% |
| 4.550659576 | 1 | < 0.1% |
| 4.569144364 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10.15591492 | 1 | |
| 10.12484117 | 1 | |
| 9.911786971 | 1 | |
| 9.74894622 | 1 | |
| 9.490648593 | 1 | |
| 9.461902718 | 1 | |
| 9.352944426 | 1 | |
| 9.258512925 | 1 | |
| 9.211134625 | 1 | |
| 9.022892467 | 1 |
Interactions
Correlations
| address_stability_missing | address_stability_years | age | cocunut | current_balance_eur | cust_income | cust_income_log | education | employment | gender | job_stability_missing | job_stability_years | marital_status | mortgage_yn | years_with_bank | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| address_stability_missing | 1.000 | 0.278 | 0.155 | 0.064 | 0.045 | 0.000 | 0.156 | 0.016 | 0.110 | 0.015 | 0.092 | 0.063 | 0.020 | 0.000 | 0.036 |
| address_stability_years | 0.278 | 1.000 | 0.307 | 0.023 | -0.028 | -0.092 | -0.092 | 0.078 | 0.158 | 0.198 | 0.217 | 0.167 | 0.103 | 0.074 | 0.012 |
| age | 0.155 | 0.307 | 1.000 | -0.029 | -0.045 | -0.100 | -0.100 | 0.071 | 0.486 | 0.084 | 0.735 | 0.389 | 0.311 | 0.069 | 0.223 |
| cocunut | 0.064 | 0.023 | -0.029 | 1.000 | 0.552 | -0.058 | -0.058 | 0.071 | 0.052 | 0.044 | 0.076 | -0.051 | 0.037 | 0.344 | -0.231 |
| current_balance_eur | 0.045 | -0.028 | -0.045 | 0.552 | 1.000 | 0.128 | 0.128 | 0.074 | 0.058 | 0.018 | 0.042 | 0.017 | 0.000 | 0.858 | 0.038 |
| cust_income | 0.000 | -0.092 | -0.100 | -0.058 | 0.128 | 1.000 | 1.000 | 0.067 | 0.046 | 0.013 | 0.026 | 0.201 | 0.000 | 0.129 | 0.308 |
| cust_income_log | 0.156 | -0.092 | -0.100 | -0.058 | 0.128 | 1.000 | 1.000 | 0.182 | 0.178 | 0.092 | 0.252 | 0.201 | 0.060 | 0.177 | 0.308 |
| education | 0.016 | 0.078 | 0.071 | 0.071 | 0.074 | 0.067 | 0.182 | 1.000 | 0.109 | 0.115 | 0.083 | 0.060 | 0.048 | 0.103 | 0.129 |
| employment | 0.110 | 0.158 | 0.486 | 0.052 | 0.058 | 0.046 | 0.178 | 0.109 | 1.000 | 0.083 | 0.879 | 0.420 | 0.206 | 0.091 | 0.083 |
| gender | 0.015 | 0.198 | 0.084 | 0.044 | 0.018 | 0.013 | 0.092 | 0.115 | 0.083 | 1.000 | 0.042 | 0.068 | 0.204 | 0.016 | 0.026 |
| job_stability_missing | 0.092 | 0.217 | 0.735 | 0.076 | 0.042 | 0.026 | 0.252 | 0.083 | 0.879 | 0.042 | 1.000 | 0.678 | 0.292 | 0.048 | 0.063 |
| job_stability_years | 0.063 | 0.167 | 0.389 | -0.051 | 0.017 | 0.201 | 0.201 | 0.060 | 0.420 | 0.068 | 0.678 | 1.000 | 0.170 | 0.047 | 0.288 |
| marital_status | 0.020 | 0.103 | 0.311 | 0.037 | 0.000 | 0.000 | 0.060 | 0.048 | 0.206 | 0.204 | 0.292 | 0.170 | 1.000 | 0.016 | 0.077 |
| mortgage_yn | 0.000 | 0.074 | 0.069 | 0.344 | 0.858 | 0.129 | 0.177 | 0.103 | 0.091 | 0.016 | 0.048 | 0.047 | 0.016 | 1.000 | 0.063 |
| years_with_bank | 0.036 | 0.012 | 0.223 | -0.231 | 0.038 | 0.308 | 0.308 | 0.129 | 0.083 | 0.026 | 0.063 | 0.288 | 0.077 | 0.063 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| cocunut | mortgage_yn | age | years_with_bank | marital_status | education | employment | gender | cust_income | current_with_bank_date | current_balance_eur | job_stability_years | address_stability_years | job_stability_missing | address_stability_missing | cust_income_log | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Y | 52 | 13 | M | HGH | PVE | M | 909.501308 | 2004-03-16 | 7648.350692 | 6.764384 | 37.493151 | 0 | 0 | 6.813995 |
| 1 | 9 | Y | 49 | 11 | M | HGH | MISC | M | 288.461539 | 2005-11-07 | 30189.904920 | 12.717808 | 16.816438 | 0 | 0 | 5.668022 |
| 2 | 11 | Y | 55 | 14 | M | BCR | STE | M | 1280.528692 | 2003-06-25 | 50553.174540 | 26.112329 | 11.279452 | 0 | 0 | 7.155809 |
| 3 | 12 | Y | 66 | 10 | M | BCR | MISC | F | 620.959769 | 2006-12-21 | 15907.283380 | 8.731507 | 15.797260 | 1 | 0 | 6.432875 |
| 4 | 18 | Y | 47 | 9 | S | MAS | PVE | F | 2239.853846 | 2007-08-07 | 27916.192620 | 2.783562 | 7.183562 | 0 | 0 | 7.714612 |
| 5 | 19 | Y | 35 | 10 | M | BCR | STE | F | 1016.004308 | 2006-08-02 | 26571.472000 | 10.186301 | 23.224658 | 0 | 1 | 6.924617 |
| 6 | 21 | Y | 53 | 10 | M | HGH | STE | F | 458.609231 | 2006-10-27 | 21949.504000 | 31.832877 | 23.778082 | 0 | 0 | 6.130377 |
| 7 | 24 | Y | 58 | 10 | M | HGH | PVE | F | 615.384615 | 2007-06-27 | 50387.558850 | 11.049315 | 18.528767 | 0 | 0 | 6.423871 |
| 8 | 29 | Y | 47 | 14 | M | BCR | PVE | M | 744.007615 | 2002-11-16 | 8731.948923 | 6.498630 | 9.101370 | 0 | 0 | 6.613394 |
| 9 | 33 | Y | 46 | 12 | M | HGH | PVE | M | 473.818000 | 2004-11-24 | 16084.142460 | 25.030137 | 8.863014 | 0 | 0 | 6.162932 |
| cocunut | mortgage_yn | age | years_with_bank | marital_status | education | employment | gender | cust_income | current_with_bank_date | current_balance_eur | job_stability_years | address_stability_years | job_stability_missing | address_stability_missing | cust_income_log | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 23973 | 79961 | N | 56 | 10 | D | BCR | STE | F | 481.626846 | 2006-10-14 | 1088.564692 | 27.364384 | 49.794521 | 0 | 0 | 6.179244 |
| 23974 | 79965 | N | 50 | 11 | M | OTH | PVE | M | 197.361538 | 2006-01-12 | 3059.950462 | 20.024658 | 48.964384 | 0 | 0 | 5.290091 |
| 23975 | 79970 | N | 51 | 13 | M | HGH | STE | F | 242.043692 | 2003-07-22 | 2288.700154 | 19.939726 | 28.780822 | 0 | 0 | 5.493241 |
| 23976 | 79974 | N | 48 | 4 | M | HGH | PVE | F | 247.192231 | 2013-04-12 | 6376.923077 | 10.726027 | 5.087671 | 0 | 0 | 5.514204 |
| 23977 | 79976 | N | 55 | 4 | W | HGH | RET | F | 176.145769 | 2013-02-25 | 3347.654538 | 8.731507 | 38.117808 | 1 | 0 | 5.176973 |
| 23978 | 79979 | N | 67 | 3 | M | BCR | RET | M | 179.216308 | 2014-06-02 | 781.190000 | 8.731507 | 17.586301 | 1 | 0 | 5.194158 |
| 23979 | 79982 | N | 59 | 13 | M | HGH | PVE | F | 690.095154 | 2004-01-12 | 13716.366380 | 12.769863 | 19.772603 | 0 | 0 | 6.538278 |
| 23980 | 79983 | N | 68 | 7 | W | OTH | RET | M | 255.949846 | 2009-12-01 | 1066.280000 | 8.731507 | 60.000000 | 1 | 0 | 5.548881 |
| 23981 | 79985 | N | 59 | 2 | M | BCR | STE | M | 459.323077 | 2015-04-23 | 4577.400385 | 8.035616 | 13.523288 | 0 | 0 | 6.131929 |
| 23982 | 79998 | N | 47 | 1 | M | HGH | STE | F | 528.769231 | 2016-06-06 | 2307.692308 | 11.545205 | 6.764384 | 0 | 0 | 6.272441 |